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  1. How to measure metacognition.Stephen Fleming & Hakwan Lau - 2014 - Frontiers in Human Neuroscience 8 (443):1–9.
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  • Visibility Is Not Equivalent to Confidence in a Low Contrast Orientation Discrimination Task.Manuel Rausch & Michael Zehetleitner - 2016 - Frontiers in Psychology 7.
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  • Confidence measurement in the light of signal detection theory.Sã©Bastien Massoni, Thibault Gajdos & Jean-Christophe Vergnaud - 2014 - Frontiers in Psychology 5.
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  • (1 other version)Unconscious processing under interocular suppression: getting the right measure.Timo Stein & Philipp Sterzer - 2014 - Frontiers in Psychology 5.
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  • Inter-individual variability in metacognitive ability for visuomotor performance and underlying brain structures.Indrit Sinanaj, Yann Cojan & Patrik Vuilleumier - 2015 - Consciousness and Cognition 36:327-337.
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  • Solely Generic Phenomenology.Ned Block - 2015 - Open MIND 2015.
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  • Effects of age on metacognitive efficiency.Emma C. Palmer, Anthony S. David & Stephen M. Fleming - 2014 - Consciousness and Cognition 28:151-160.
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  • Social perspective-taking influences on metacognition.Lucas Battich, Elisabeth Pacherie & Julie Grèzes - 2025 - Cognition 254:105966.
    We often effortlessly take the perceptual perspective of others: we represent some aspect of the environment that others currently perceive. However, taking someone's perspective can interfere with one's perceptual processing: another person's gaze can spontaneously affect our ability to detect stimuli in a scene. But it is still unclear whether our cognitive evaluation of those judgements is also affected. In this study, we investigated whether social perspective-taking can influence participants' metacognitive judgements about their perceptual responses. Participants performed a contrast detection (...)
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  • Communicated priors tune the perception of control.George Blackburne, Chris D. Frith & Daniel Yon - 2025 - Cognition 254 (C):105969.
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  • Differences in the detail: Metacognition is better for seen than sensed changes to visual scenes.Kendall D. Salzman, Kachina Allen & Ken McAnally - 2023 - Consciousness and Cognition 112 (C):103533.
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  • DLPFC-PPC-cTBS effects on metacognitive awareness.Antonio Martin - 2023 - Cortex 167:41-50.
    Background Neuroimaging and lesion studies suggested that the dorsolateral prefrontal and posterior parietal cortices mediate visual metacognitive awareness. The causal evidence provided by non-invasive brain stimulation, however, is inconsistent. -/- Objective/hypothesis Here we revisit a major figure discrimination experiment adding a new Kanizsa figure task trying to resolve whether bilateral continuous theta-burst transcranial magnetic stimulation (cTBS) over these regions affects perceptual metacognition. Specifically, we tested whether subjective visibility ratings and/or metacognitive efficiency are lower when cTBS is applied to these two (...)
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  • The old and new criterion problems.Matthias Michel - 2023 - In Michal Polák, Tomáš Marvan & Juraj Hvorecký (eds.), Conscious and Unconscious Mentality: Examining Their Nature, Similarities and Differences. New York, NY: Routledge. pp. 130-154.
    Negative subjective reports such as “I didn’t see the stimulus” can be interpreted as indicating either that the subject didn’t see the stimulus, or as indicating that, while the subject did see the stimulus, the strength of sensory signals associated with the stimulus fell below a conservative criterion for answering “seen”. Determining which of these two interpretations is correct is the criterion problem. I present two ways in which researchers can solve this problem. But there’s more. What I call the (...)
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  • Unskilled, underperforming, or unaware? Testing three accounts of individual differences in metacognitive monitoring.Jesse H. Grabman & Chad S. Dodson - 2024 - Cognition 242 (C):105659.
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  • Models of Introspection vs. Introspective Devices Testing the Research Programme for Possible Forms of Introspection.Krzysztof Dołęga - 2023 - Journal of Consciousness Studies 30 (9):86-101.
    The introspective devices framework proposed by Kammerer and Frankish (this issue) offers an attractive conceptual tool for evaluating and developing accounts of introspection. However, the framework assumes that different views about the nature of introspection can be easily evaluated against a set of common criteria. In this paper, I set out to test this assumption by analysing two formal models of introspection using the introspective device framework. The question I aim to answer is not only whether models developed outside of (...)
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  • Metacognition in working memory: Confidence judgments during an n-back task.Nadia Conte, Beth Fairfield, Caterina Padulo & Santiago Pelegrina - 2023 - Consciousness and Cognition 111 (C):103522.
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  • The relation between task-relatedness of anxiety and metacognitive performance.Catherine Culot, Gaia Corlazzoli, Carole Fantini-Hauwel & Wim Gevers - 2021 - Consciousness and Cognition 94 (C):103191.
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  • Contributions of age and clinical depression to metacognitive performance.Catherine Culot, Tina Lauwers, Carole Fantini-Hauwel, Yamina Madani, Didier Schrijvers, Manuel Morrens & Wim Gevers - 2023 - Consciousness and Cognition 107 (C):103458.
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  • Metacognitive Ability and the Precision of Confidence.Keita Somatori & Yoshihiko Kunisato - 2022 - Frontiers in Human Neuroscience 16.
    In prior research, signal detection theory has been widely utilized to assess metacognitive ability. However, the SDT metacognitive model requires the use of a two-alternative forced-choice task, while confidence must also be measured discretely. In our model, participants’ cognitive ability and their confidence in the cognitive task were used to estimate their metacognitive abilities. Therefore, in this study, a metacognitive model that can be applied to various cognitive tasks was developed. This model implements the item response theory and Q-learning models (...)
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  • Examining the robustness of the relationship between metacognitive efficiency and metacognitive bias.Kai Xue, Medha Shekhar & Dobromir Rahnev - 2021 - Consciousness and Cognition 95 (C):103196.
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  • How (not) to underestimate unconscious perception.Matthias Michel - 2022 - Mind and Language 38 (2):413-430.
    Studying consciousness requires contrasting conscious and unconscious perception. While many studies have reported unconscious perceptual effects, recent work has questioned whether such effects are genuinely unconscious, or whether they are due to weak conscious perception. Some philosophers and psychologists have reacted by denying that there is such a thing as unconscious perception, or by holding that unconscious perception has been previously overestimated. This article has two parts. In the first part, I argue that the most significant attack on unconscious perception (...)
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  • Weighing in on decisions in the brain: neural representations of pre-awareness practical intention.Robyn Repko Waller - 2021 - Synthese 199 (1-2):5175-5203.
    Neuroscientists have located brain activity that prepares or encodes action plans before agents are aware of intending to act. On the basis of these findings and broader agency research, activity in these regions has been proposed as the neural realizers of practical intention. My aim in this paper is to evaluate the case for taking these neural states to be neural representations of intention. I draw on work in philosophy of action on the role and nature of practical intentions to (...)
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  • Confounding in Studies on Metacognition: A Preliminary Causal Analysis Framework.Borysław Paulewicz, Marta Siedlecka & Marcin Koculak - 2020 - Frontiers in Psychology 11:506990.
    By definition, metacognitive processes may monitor or regulate various stages of first-order processing. By combining causal analysis with hypotheses expressed by other authors we derive the theoretical and methodological consequences of this special relation between metacognition and the underlying processes. In particular, we prove that because multiple processing stages may be monitored or regulated and because metacognition may form latent feedback loops, (1) without strong additional causal assumptions, typical measures of metacognitive monitoring or regulation are confounded; (2) without strong additional (...)
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  • Evidence for metacognitive bias in perception of voluntary action.Lucie Charles, Camille Chardin & Patrick Haggard - 2020 - Cognition 194 (C):104041.
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  • Developing Dark Pessimism Towards the Justificatory Role of Introspective Reports.Elizabeth Irvine - 2019 - Erkenntnis 86 (6):1319-1344.
    This paper argues for a position of ‘dark pessimism’ towards introspective reports playing a strong justificatory role in consciousness science, based on the application of frameworks and concepts of measurement. I first show that treating introspective reports as measurements fits well within current discussions of the reliability of introspection, and argue that introspective reports must satisfy at least a minimal definition of measurement in order to play a justificatory role in consciousness science. I then show how treating introspective reports as (...)
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  • Domain-general and Domain-specific Patterns of Activity Support Metacognition in Human Prefrontal Cortex.Jorge Morales, Hakwan Lau & Stephen M. Fleming - 2018 - The Journal of Neuroscience 38 (14):3534-3546.
    Metacognition is the capacity to evaluate the success of one's own cognitive processes in various domains; for example, memory and perception. It remains controversial whether metacognition relies on a domain-general resource that is applied to different tasks or if self-evaluative processes are domain specific. Here, we investigated this issue directly by examining the neural substrates engaged when metacognitive judgments were made by human participants of both sexes during perceptual and memory tasks matched for stimulus and performance characteristics. By comparing patterns (...)
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  • Understanding the Higher-Order Approach to Consciousness.Richard Brown, Hakwan Lau & Joseph E. LeDoux - 2019 - Trends in Cognitive Sciences 23 (9):754-768.
    Critics have often misunderstood the higher-order theory (HOT) of consciousness. Here we clarify its position on several issues, and distinguish it from other views such as the global The higher-order theory (HOT) of consciousness has often been misunderstood by critics. Here we clarify its position on several issues, and distinguish it from other views such as the global workspace theory (GWT) and early sensory models (e.g. first-order local recurrency theories). For example, HOT has been criticized for over-intellectualizing consciousness. We show (...)
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  • Cross-Domain Association in Metacognitive Efficiency Depends on First-Order Task Types.Alan L. F. Lee, Eugene Ruby, Nathan Giles & Hakwan Lau - 2018 - Frontiers in Psychology 9.
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  • Dynamics of perceptual learning in visual search.Bernhard Schlagbauer - unknown
    The present work is concerned with a phenomenon referred to as contextual cueing. In visual search, if a searched-for target object is consistently encountered within a stable spatial arrangement of distractor objects, detecting the target becomes more efficient over time, relative to non-repeated, random arrangements. This effect is attributed to learned target-distractor spatial associations stored in long-term memory, which expedite visual search. This Thesis investigates four aspects of contextual cueing: Study 1 tackled the implicit-explicit debate of contextual cueing from a (...)
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  • Consciousness and Criterion: On Block's Case for Unconscious Seeing.Ian Phillips - 2015 - Philosophy and Phenomenological Research 93 (2):419-451.
    Block () highlights two experimental studies of neglect patients which, he contends, provide ‘dramatic evidence’ for unconscious seeing. In Block's hands this is the highly non-trivial thesis that seeing of the same fundamental kind as ordinary conscious seeing can occur outside of phenomenal consciousness. Block's case for it provides an excellent opportunity to consider a large body of research on clinical syndromes widely held to evidence unconscious perception. I begin by considering in detail the two studies of neglect to which (...)
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  • Dissociating Perceptual Confidence from Discrimination Accuracy Reveals No Influence of Metacognitive Awareness on Working Memory.Jason Samaha, John J. Barrett, Andrew D. Sheldon, Joshua J. LaRocque & Bradley R. Postle - 2016 - Frontiers in Psychology 7.
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  • Subliminal understanding of negation: Unconscious control by subliminal processing of word pairs.Anna-Marie Armstrong & Zoltan Dienes - 2013 - Consciousness and Cognition 22 (3):1022-1040.
    A series of five experiments investigated the extent of subliminal processing of negation. Participants were presented with a subliminal instruction to either pick or not pick an accompanying noun, followed by a choice of two nouns. By employing subjective measures to determine individual thresholds of subliminal priming, the results of these studies indicated that participants were able to identify the correct noun of the pair – even when the correct noun was specified by negation. Furthermore, using a grey-scale contrast method (...)
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  • Measures of Consciousness.Elizabeth Irvine - 2013 - Philosophy Compass 8 (3):285-297.
    Consciousness is now a hot topic in both philosophy and the cognitive sciences, yet there is much controversy over how to measure it. First, it is not clear whether biased subjective reports should be taken as adequate for measuring consciousness, or if more objective measures are required. Ways to benefit from the advantages of both these measures in the form of ‘Type 2’ metacognitive measures are under development, but face criticism. Research into neurophysiological measures of consciousness is potentially very valuable, (...)
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  • Metacognitive Psychophysics in Humans, Animals, and AI: A Research Agenda for Mapping Introspective Systems.Stephen M. Fleming - 2023 - Journal of Consciousness Studies 30 (9):113-128.
    Kammerer and Frankish (this issue) propose an exciting new research programme on the computational form of introspective systems. Pursuing this goal requires measures that can isolate introspective capacity from response biases and first-order processes. I suggest that metacognitive psychophysics is well placed to meet this challenge, allowing the mapping of introspective architectures in humans, animals, and artificial systems.
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  • On why we lack confidence in some signal-detection-based analyses of confidence.Derek H. Arnold, Alan Johnston, Joshua Adie & Kielan Yarrow - 2023 - Consciousness and Cognition 113 (C):103532.
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  • Is visual metacognition associated with autistic traits? A regression analysis shows no link between visual metacognition and Autism-Spectrum Quotient scores.Iair Embon, Sebastián Cukier, Alberto Iorio, Pablo Barttfeld & Guillermo Solovey - 2023 - Consciousness and Cognition 110 (C):103502.
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  • The presence of irrelevant alternatives paradoxically increases confidence in perceptual decisions.Nicolás A. Comay, Gabriel Della Bella, Pedro Lamberti, Mariano Sigman, Guillermo Solovey & Pablo Barttfeld - 2023 - Cognition 234 (C):105377.
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  • Students With High Metacognition Are Favourable Towards Individualism When Anxious.Mauricio S. Barrientos, Pilar Valenzuela, Viviana Hojman & Gabriel Reyes - 2022 - Frontiers in Psychology 13.
    Metacognitive ability has been described as an important predictor of several processes involved in learning, including problem-solving. Although this relationship is fairly documented, little is known about the mechanisms that could modulate it. Given its relationship with both constructs, we decided to evaluate the impact of self-knowledge on PS. In addition, we inspected whether emotional and interpersonal variables could affect the relationship between metacognition and problem-solving. We tested a sample of 32 undergraduate students and used behavioural tasks and self-report questionnaires. (...)
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  • Is blindsight possible under signal detection theory? Comment on Phillips (2021).Mathias Michel & Hakwan Lau - 2021 - Psychological Review 128 (3):585-591.
    Phillips argues that blindsight is due to response criterion artefacts under degraded conscious vision. His view provides alternative explanations for some studies, but may not work well when one considers several key findings in conjunction. Empirically, not all criterion effects are decidedly non-perceptual. Awareness is not completely abolished for some stimuli, in some patients. But in other cases, it was clearly impaired relative to the corresponding visual sensitivity. This relative dissociation is what makes blindsight so important and interesting.
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  • Evidence for Age-Equivalent and Task-Dissociative Metacognition in the Memory Domain.Alexandria C. Zakrzewski, Edie C. Sanders & Jane M. Berry - 2021 - Frontiers in Psychology 12.
    Research suggests that metacognitive monitoring ability does not decline with age. For example, judgments-of-learning accuracy is roughly equivalent between younger and older adults. But few studies have asked whether younger and older adults’ metacognitive ability varies across different types of memory processes. The current study tested the relationship between memory and post-decision confidence ratings at the trial level on item and associative memory recognition tests. As predicted, younger and older adults had similarmetacognitive efficiency, when using meta-d’/d’, a measure derived from (...)
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  • (1 other version)Calibration in Consciousness Science.Matthias Michel - 2021 - Erkenntnis (2):1-22.
    To study consciousness, scientists need to determine when participants are conscious and when they are not. They do so with consciousness detection procedures. A recurring skeptical argument against those procedures is that they cannot be calibrated: there is no way to make sure that detection outcomes are accurate. In this article, I address two main skeptical arguments purporting to show that consciousness scientists cannot calibrate detection procedures. I conclude that there is nothing wrong with calibration in consciousness science.
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  • Performance monitoring for sensorimotor confidence: A visuomotor tracking study.Shannon M. Locke, Pascal Mamassian & Michael S. Landy - 2020 - Cognition 205 (C):104396.
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  • Self-evaluation of decision-making: A general Bayesian framework for metacognitive computation.Stephen Fleming & Nathaniel Daw - 2017 - Psychological Review 124 (1):91-114.
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  • Altering movement parameters disrupts metacognitive accuracy.E. R. Palser, A. Fotopoulou & J. M. Kilner - 2018 - Consciousness and Cognition 57:33-40.
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  • Negative emotion enhances mnemonic precision and subjective feelings of remembering in visual long-term memory.Weizhen Xie & Weiwei Zhang - 2017 - Cognition 166:73-83.
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  • Individual consistency in the accuracy and distribution of confidence judgments.Joaquín Ais, Ariel Zylberberg, Pablo Barttfeld & Mariano Sigman - 2016 - Cognition 146 (C):377-386.
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  • Emotion as a boost to metacognition: How worry enhances the quality of confidence.Sébastien Massoni - 2014 - Consciousness and Cognition 29:189-198.
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  • Prior expectations facilitate metacognition for perceptual decision.M. T. Sherman, A. K. Seth, A. B. Barrett & R. Kanai - 2015 - Consciousness and Cognition 35 (C):53-65.
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  • Metacognitive sensitivity of subjective reports of decisional confidence and visual experience.Manuel Rausch, Hermann J. Müller & Michael Zehetleitner - 2015 - Consciousness and Cognition 35:192-205.
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  • Distinct effects of contrast and color on subjective rating of fearfulness.Zhengang Lu, Bingbing Guo, Anne Boguslavsky, Marcus Cappiello, Weiwei Zhang & Ming Meng - 2015 - Frontiers in Psychology 6.
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  • A confidence framing effect: Flexible use of evidence in metacognitive monitoring.Yosuke Sakamoto & Kiyofumi Miyoshi - 2024 - Consciousness and Cognition 118 (C):103636.
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